{"id":"W4214928853","doi":"10.1111/1742-6723.13938","title":"Review article: Impact of pandemics on rural emergency departments: A scoping review","year":2022,"lang":"en","type":"review","venue":"Emergency Medicine Australasia","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Staffing; Medicine; Rural area; Distress; Coronavirus disease 2019 (COVID-19); Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001393911,0.001437916,0.007362582,0.0004008441,0.0002290735,0.000001260094,0.0006265156,0.0002822256,0.07045347],"category_scores_gemma":[0.002371508,0.0009597876,0.003330897,0.002667237,0.0001759102,0.0001245106,0.000238856,0.001488127,0.0001142901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004120239,"about_ca_system_score_gemma":0.00076137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009624705,"about_ca_topic_score_gemma":0.0000131902,"domain_scores_codex":[0.9909832,0.0005532266,0.005185463,0.0009610833,0.001311897,0.001005107],"domain_scores_gemma":[0.9952737,0.0001613877,0.002081264,0.001604224,0.0003629399,0.0005164617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001473665,0.0001854053,0.0002843108,0.4318087,0.001272179,0.00003226813,0.00003808386,1.605997e-7,0.000001424855,0.0000124077,0.4515638,0.1147865],"study_design_scores_gemma":[0.0002826921,0.001201536,0.00003708244,0.4990421,0.008522199,0.0001213154,0.00002860979,2.536936e-7,2.627004e-7,0.000009519278,0.4903256,0.000428832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003348996,0.9838976,0.00000183446,0.0004645545,0.002972957,0.006398193,0.000157881,0.0001204474,0.005953009],"genre_scores_gemma":[0.00000553378,0.9945258,0.00001737448,0.0003735154,0.0009409116,0.001077206,0.001033258,0.0001668662,0.001859567],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1143577,"threshold_uncertainty_score":0.999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268802530812763,"score_gpt":0.4760621097859828,"score_spread":0.3491818567047065,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}